Generalized Object Detection on PASCAL VOC Split 2
54mAP (HM)DeFRCN+Meta-ScaledDynamic+Aug
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DeFRCN+Meta-ScaledDynamic+AugShots=102023.04 | 54 | — | — | — | — | — | — | — | — | — | |
| DeFRCN+Meta-ScaledDynamic+AugShots=52023.04 | 53.6 | — | — | — | — | — | — | — | — | — | |
| DeFRCN+Meta-ScaledDynamic+AugShots=32023.04 | 51 | — | — | — | — | — | — | — | — | — | |
| FSRWShots=10, Training Mode=Meta-Learning2023.04 | 49 | — | — | — | — | — | — | — | — | — | |
| DeFRCN+Meta-ScaledDynamic+AugShots=22023.04 | 43.1 | — | — | — | — | — | — | — | — | — | |
| FSRWShots=5, Training Mode=Meta-Learning2023.04 | 41.5 | — | — | — | — | — | — | — | — | — | |
| M. R-CNNShots=10, Training Mode=Meta-Learning2023.04 | 41.3 | — | — | — | — | — | — | — | — | — | |
| FsDetShots=10, Training Mode=Meta-Learning2023.04 | 39.8 | — | — | — | — | — | — | — | — | — | |
| FsDetShots=5, Training Mode=Meta-Learning2023.04 | 34.4 | — | — | — | — | — | — | — | — | — | |
| DeFRCN+Meta-ScaledDynamic+AugShots=12023.04 | 34 | — | — | — | — | — | — | — | — | — | |
| FSRWShots=3, Training Mode=Meta-Learning2023.04 | 33.8 | — | — | — | — | — | — | — | — | — | |
| M. R-CNNShots=5, Training Mode=Meta-Learning2023.04 | 30.8 | — | — | — | — | — | — | — | — | — | |
| FsDetShots=3, Training Mode=Meta-Learning2023.04 | 30.7 | — | — | — | — | — | — | — | — | — | |
| FsDetShots=2, Training Mode=Meta-Learning2023.04 | 30.5 | — | — | — | — | — | — | — | — | — | |
| FsDetShots=1, Training Mode=Meta-Learning2023.04 | 29.3 | — | — | — | — | — | — | — | — | — | |
| FSRWShots=1, Training Mode=Meta-Learning2023.04 | 25.5 | — | — | — | — | — | — | — | — | — | |
| FSRWShots=2, Training Mode=Meta-Learning2023.04 | 24.9 | — | — | — | — | — | — | — | — | — | |
| M. R-CNNShots=3, Training Mode=Meta-Learning2023.04 | 21.9 | — | — | — | — | — | — | — | — | — | |
| M. R-CNNShots=2, Training Mode=Meta-Learning2023.04 | 18.5 | — | — | — | — | — | — | — | — | — | |
| M. R-CNNShots=1, Training Mode=Meta-Learning2023.04 | 11.6 | — | — | — | — | — | — | — | — | — | |
| FRCN+ft-full# shots=12020.03 | — | 30.3 | 49.7 | 32.3 | 38.8 | 63.2 | 41.6 | 5 | 9.4 | 4.5 | |
| FRCN+ft-full# shots=22020.03 | — | 30.7 | 49.7 | 32.9 | 38.4 | 61.6 | 41.4 | 7.7 | 13.8 | 7.4 | |
| FRCN+ft-full# shots=32020.03 | — | 31.1 | 50.1 | 33.2 | 38.1 | 61 | 41.2 | 9.8 | 17.4 | 9.4 | |
| FRCN+ft-full# shots=52020.03 | — | 31.5 | 50.8 | 33.6 | 37.9 | 60.4 | 40.8 | 12.4 | 21.9 | 12.1 | |
| FRCN+ft-full# shots=102020.03 | — | 32.2 | 52.3 | 34.1 | 37.2 | 59.8 | 39.9 | 17 | 29.8 | 16.7 | |
| FSRW# shots=12020.03 | — | 28.4 | 51.7 | 27.3 | 35.7 | 64.8 | 34.6 | 6.3 | 12.3 | 5.5 | |
| FSRW# shots=22020.03 | — | 29.4 | 53.1 | 28.5 | 35.8 | 64.2 | 35.1 | 9.9 | 19.6 | 8.8 | |
| FSRW# shots=32020.03 | — | 29.9 | 53.9 | 29 | 35.7 | 63.5 | 35.1 | 12.5 | 25.1 | 10.4 | |
| FSRW# shots=52020.03 | — | 30.4 | 54.6 | 29.5 | 35.3 | 62.4 | 34.9 | 15.7 | 31.4 | 13.3 | |
| TFA w/cos# shots=12020.03 | — | 36.7 | 59.9 | 39.3 | 45.9 | 73.8 | 49.8 | 9 | 18.3 | 7.8 | |
| TFA w/cos# shots=22020.03 | — | 39 | 63 | 42.1 | 47.3 | 74.9 | 51.9 | 14.1 | 27.5 | 12.7 | |
| TFA w/cos# shots=32020.03 | — | 40.1 | 64.5 | 43.3 | 48.1 | 75.6 | 52.9 | 16 | 30.9 | 14.4 | |
| TFA w/cos# shots=52020.03 | — | 40.9 | 65.7 | 44.1 | 48.6 | 76.2 | 53.3 | 17.8 | 34.1 | 16.2 | |
| TFA w/cos# shots=102020.03 | — | 42.3 | — | 45.7 | 49.4 | 76.9 | 54.5 | 20.8 | 39.5 | 19.2 | |
| TFA w/fc# shots=12020.03 | — | 36.2 | 59.6 | 38.7 | 45.6 | 73.8 | 49.4 | 8.1 | 16.9 | 6.6 | |
| TFA w/fc# shots=22020.03 | — | 38.5 | 62.8 | 41.2 | 46.9 | 74.9 | 51.2 | 13.1 | 26.4 | — | |
| TFA w/fc# shots=32020.03 | — | 39.4 | 64.2 | 42 | 47.5 | 75.4 | 51.7 | 15.2 | 30.5 | 13.1 | |
| TFA w/fc# shots=52020.03 | — | 40 | 65.1 | 42.6 | 47.5 | 75.3 | 51.6 | 17.5 | 34.6 | 15.5 | |
| TFA w/fc# shots=102020.03 | — | 41.3 | 67 | 44 | 48.3 | 76.1 | 52.7 | 20.2 | 39.7 | 18 |